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README.md

Statistics-Scratch

implement statistical models from scratch

Implementation

Basic

  1. simple binomial
  2. expected value
  3. chi-square
  4. metric study (mean, median, standard deviation, covariance, correlation)
  5. introduction to probability
  6. conditional probability
  7. independent probability

Linear Regression

  1. Least Square (1 feature, 2 features)

Value scaling

  1. Min-Max scaling
  2. Standardization
  3. Normalization L1
  4. Normalization L2
  5. Normalization Max
  6. Robust Interquantile

Discussion

Will update overtime.

Results

Linear regression 3D

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